Further analysis found the radiomic features of surface-to-volume ratio and entropy to be associated with the same biological processes found to differ between IDH-mutant and wild-type lower grade gliomas, which includes cell polarity, cell adhesion, cell growth, and immune processes. The gene discussed is IDH1; the disease is glioma.